{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#-*- coding: utf-8 -*-\n",
    "#数据标准化到[0,1]\n",
    "import pandas as pd\n",
    "\n",
    "#参数初始化\n",
    "filename = '../data/business_circle.xls' #原始数据文件\n",
    "standardizedfile = '../tmp/standardized.xls' #标准化后数据保存路径\n",
    "#########使用index_col来建立索引列，不包含在data中\n",
    "data = pd.read_excel(filename, index_col = u'基站编号') #读取数据\n",
    "\n",
    "data = (data - data.min())/(data.max() - data.min()) #离差标准化\n",
    "data = data.reset_index()\n",
    "\n",
    "data.to_excel(standardizedfile, index = False) #保存结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "#-*- coding: utf-8 -*-\n",
    "#谱系聚类图\n",
    "import pandas as pd\n",
    "\n",
    "#参数初始化\n",
    "standardizedfile = '../data/standardized.xls' #标准化后的数据文件\n",
    "data = pd.read_excel(standardizedfile, index_col = u'基站编号') #读取数据\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = (15.0, 4.0)\n",
    "plt.rcParams['figure.dpi'] = 100\n",
    "\n",
    "from scipy.cluster.hierarchy import linkage,dendrogram\n",
    "#这里使用scipy的层次聚类函数\n",
    "\n",
    "Z = linkage(data, method = 'ward', metric = 'euclidean') #谱系聚类图\n",
    "P = dendrogram(Z, 0) #画谱系聚类图\n",
    "plt.savefig(u'cluster.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#-*- coding: utf-8 -*-\n",
    "#层次聚类算法\n",
    "import pandas as pd\n",
    "\n",
    "#参数初始化\n",
    "standardizedfile = '../data/standardized.xls' #标准化后的数据文件\n",
    "k = 3 #聚类数\n",
    "data = pd.read_excel(standardizedfile, index_col = u'基站编号') #读取数据\n",
    "\n",
    "from sklearn.cluster import AgglomerativeClustering #导入sklearn的层次聚类函数\n",
    "model = AgglomerativeClustering(n_clusters = k, linkage = 'ward')\n",
    "model.fit(data) #训练模型\n",
    "\n",
    "#详细输出原始数据及其类别\n",
    "r = pd.concat([data, pd.Series(model.labels_, index = data.index)], axis = 1)  #详细输出每个样本对应的类别\n",
    "r.columns = list(data.columns) + [u'聚类类别'] #重命名表头\n",
    "r.to_excel('../tmp/r.xls')\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] #用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False #用来正常显示负号\n",
    "\n",
    "style = ['ro-', 'go-', 'bo-']\n",
    "xlabels = [u'工作日人均停留时间', u'凌晨人均停留时间', u'周末人均停留时间', u'日均人流量']\n",
    "pic_output = '../tmp/type_' #聚类图文件名前缀\n",
    "\n",
    "for i in range(k): #逐一作图，作出不同样式\n",
    "  plt.figure()\n",
    "  tmp = r[r[u'聚类类别'] == i].iloc[:,:4] #提取每一类\n",
    "  for j in range(len(tmp)):\n",
    "    plt.plot(range(1, 5), tmp.iloc[j], style[i])\n",
    "  \n",
    "  plt.xticks(range(1, 5), xlabels, rotation = 20) #坐标标签\n",
    "  plt.title(u'商圈类别%s' %(i+1)) #我们计数习惯从1开始\n",
    "  plt.subplots_adjust(bottom=0.15) #调整底部\n",
    "  plt.savefig(u'%s%s.png' %(pic_output, i+1)) #保存图片"
   ]
  }
 ],
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   "display_name": "datamining",
   "language": "python",
   "name": "datamining"
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   "file_extension": ".py",
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